It's called the house of study, and is known in Hebrew as a beth midrash. Batei midrash (that's the plural) exist in many styles and sizes and sometimes function as a synagogue or yeshiva as well. Jews go there and study/learn from Torah-texts etc. Batei midrash have existed since ancient times.